Survey of visual sentiment prediction for social media analysis

《Survey of visual sentiment prediction for social media analysis》由会员上传分享，免费在线阅读，更多相关内容在学术论文-天天文库。

1、Front.Comput.Sci.,2016,10(4):602–611DOI10.1007/s11704-016-5453-2SurveyofvisualsentimentpredictionforsocialmediaanalysisRongrongJI1,2,DonglinCAO1,2,YiyiZHOU1,2,FuhaiCHEN1,21CognitiveScienceDepartment,XiamenUniversity,Xiamen361005,China2FujianKeyLaboratoryoftheB

2、rain-likeIntelligentSystems,Xiamen361005,ChinacHigherEducationPressandSpringer-VerlagBerlinHeidelberg2016AbstractRecentyearshavewitnessedarapidspreadofmicroblogonValentine’sDay.However,thisuseronlywrotemulti-modalitymicroblogslikeTwitterandSinaWeibocom-“justs

3、hotfireworks”whichisneutralinsentiment.Ontheposedofimage,textandemoticon.Visualsentimentpredic-otherhand,theuserpostedfourimagesoffireworksandfivetionofsuchmicroblogbasedsocialmediahasrecentlyat-imagesofsmilingfaces,andtheseimagesshowtheposi-tractedever-increasin

4、gresearchfocuswithbroadapplicationtiveemotionoftheuser.Second,althoughsometextscontainprospect.Inthispaper,wegiveasystematicreviewoftheclearsentimentinformation,animagecouldcontainmorein-recentadvancesandcutting-edgetechniquesforvisualsenti-formationthantextst

5、ounderstandthedetailsofusersenti-mentanalysis.Tothisend,inthispaperwereviewthemostment.Asweknow,“apictureisworthathousandwords.”recentworksinthistopic,inwhichdetailedcomparisonasTherefore,moreandmorepeopleliketouseimagesintheirwellasexperimentalevaluationaregi

6、venoverthecutting-socialmediaapplicationstoexpressopinionsandideas.edgemethods.Wefurtherrevealanddiscussthefuturetrendsandpotentialdirectionsforvisualsentimentprediction.Keywordsvisualsentimentanalysis,sentimentpredica-tion,humanemotion1IntroductionEmotionands

7、entimentaretwoimportantsectionsinhumanintelligence,andtheycanbeseeneverywhereinhumanso-cietyandsocialactivities.SinceProfessorPicardproposedtheword“AffectiveComputing”[1]in1995,anincreasingnumberofresearchersfocusonthisarea.Duetotheinconvienienceforuserstodiffus

8、eimageorvisualinformationtoexpressopinionsandideasinthepast,Fig.1Anexampleofmicroblog(Chinesewordsabovemeaning“justshottraditionalsentimentanalysisapproachesareonlybasedonfireworks”